WebLayer-wise relevance propagation is a framework which allows to decompose the prediction of a deep neural network computed over a sample, e.g. an image, down to relevance … Web26 Feb 2024 · Here we apply recent techniques for explaining decisions of state-of-the-art learning machines and analyze various tasks from computer vision and arcade games. …
Unmasking Clever Hans predictors and assessing what …
WebIn this study, we propose a novel method of time-series prediction employing multiple deep learners combined with a Bayesian network where training data is divided into clusters … Web27 Jun 2024 · The dataset comprises raw kinetic and full-body kinematic data (both in .c3d and .tsv) of 57 healthy subjects (29 females, 28 males; M age: 23.1 years, SD 2.7; M body height: 1.74 m, SD 0.10; M body mass: 67.9 kg, SD 11.3; M body mass index: 22.2 kg/m², SD 2.0) during overground walking. All subjects were without gait pathology and free of … hotels fazenda araguari
[1902.10178] Unmasking Clever Hans Predictors and Assessing …
WebExplain and improve: LRP-inference fine-tuning for image captioning models. Inf. Fusion 77: 233-246 ( 2024) [j8] Christopher J. Anders, Leander Weber, David Neumann, Wojciech Samek, Klaus-Robert Müller, Sebastian Lapuschkin: Finding and removing Clever Hans: Using explanation methods to debug and improve deep models. Web23 Jun 2024 · Furthermore, we need high-quality tools such as XAI providing insights on individual predictions, but also the general reasoning of a model (e.g., via large-scale behavioral analyses) (Lapuschkin et al. 2024). In this manner, healthy AI life cycles can be established, leading to high-quality and representative data sets and models to … Web13 Aug 2024 · In recent years, deep neural networks have revolutionized many application domains of machine learning and are key components of many critical decision or predictive processes. Therefore, it is crucial that domain specialists can understand and analyze actions and pre- dictions, even of the most complex neural network architectures. … hotels fayetteville nc near ramsey st